diff --git a/superset/migrations/shared/constraints.py b/superset/migrations/shared/constraints.py
index 5ae63f57ce611..d3bc140fd0bab 100644
--- a/superset/migrations/shared/constraints.py
+++ b/superset/migrations/shared/constraints.py
@@ -19,10 +19,8 @@
 from dataclasses import dataclass
 
 from alembic import op
-from sqlalchemy.dialects.sqlite.base import SQLiteDialect  # noqa: E402
 from sqlalchemy.engine.reflection import Inspector
 
-from superset.migrations.shared.utils import has_table
 from superset.utils.core import generic_find_fk_constraint_name
 
 
@@ -73,23 +71,3 @@ def redefine(
             ondelete=on_delete,
             onupdate=on_update,
         )
-
-
-def drop_fks_for_table(table_name: str) -> None:
-    """
-    Drop all foreign key constraints for a table if it exist and the database
-    is not sqlite.
-
-    :param table_name: The table name to drop foreign key constraints for
-    """
-    connection = op.get_bind()
-    inspector = Inspector.from_engine(connection)
-
-    if isinstance(connection.dialect, SQLiteDialect):
-        return  # sqlite doesn't like constraints
-
-    if has_table(table_name):
-        foreign_keys = inspector.get_foreign_keys(table_name)
-
-        for fk in foreign_keys:
-            op.drop_constraint(fk["name"], table_name, type_="foreignkey")
diff --git a/superset/migrations/shared/utils.py b/superset/migrations/shared/utils.py
index f62f8a858a2b4..813162bcd5527 100644
--- a/superset/migrations/shared/utils.py
+++ b/superset/migrations/shared/utils.py
@@ -21,17 +21,25 @@
 from typing import Any, Callable, Optional, Union
 from uuid import uuid4
 
-import sqlalchemy as sa
 from alembic import op
-from sqlalchemy import inspect
+from sqlalchemy import Column, inspect
 from sqlalchemy.dialects.mysql.base import MySQLDialect
 from sqlalchemy.dialects.postgresql.base import PGDialect
+from sqlalchemy.dialects.sqlite.base import SQLiteDialect  # noqa: E402
+from sqlalchemy.engine.reflection import Inspector
 from sqlalchemy.exc import NoSuchTableError
 from sqlalchemy.orm import Query, Session
+from sqlalchemy.sql.schema import SchemaItem
 
 from superset.utils import json
 
-logger = logging.getLogger(__name__)
+GREEN = "\033[32m"
+RESET = "\033[0m"
+YELLOW = "\033[33m"
+RED = "\033[31m"
+LRED = "\033[91m"
+
+logger = logging.getLogger("alembic")
 
 DEFAULT_BATCH_SIZE = int(os.environ.get("BATCH_SIZE", 1000))
 
@@ -185,15 +193,208 @@ def has_table(table_name: str) -> bool:
     return table_exists
 
 
-def add_column_if_not_exists(table_name: str, column: sa.Column) -> None:
+def drop_fks_for_table(table_name: str) -> None:
+    """
+    Drop all foreign key constraints for a table if it exist and the database
+    is not sqlite.
+
+    :param table_name: The table name to drop foreign key constraints for
+    """
+    connection = op.get_bind()
+    inspector = Inspector.from_engine(connection)
+
+    if isinstance(connection.dialect, SQLiteDialect):
+        return  # sqlite doesn't like constraints
+
+    if has_table(table_name):
+        foreign_keys = inspector.get_foreign_keys(table_name)
+        for fk in foreign_keys:
+            logger.info(
+                f"Dropping foreign key {GREEN}{fk['name']}{RESET} from table {GREEN}{table_name}{RESET}..."
+            )
+            op.drop_constraint(fk["name"], table_name, type_="foreignkey")
+
+
+def create_table(table_name: str, *columns: SchemaItem) -> None:
+    """
+    Creates a database table with the specified name and columns.
+
+    This function checks if a table with the given name already exists in the database.
+    If the table already exists, it logs an informational.
+    Otherwise, it proceeds to create a new table using the provided name and schema columns.
+
+    :param table_name: The name of the table to be created.
+    :param columns: A variable number of arguments representing the schema just like when calling alembic's method create_table()
+    """
+
+    if has_table(table_name=table_name):
+        logger.info(f"Table {LRED}{table_name}{RESET} already exists. Skipping...")
+        return
+
+    logger.info(f"Creating table {GREEN}{table_name}{RESET}...")
+    op.create_table(table_name, *columns)
+    logger.info(f"Table {GREEN}{table_name}{RESET} created.")
+
+
+def drop_table(table_name: str) -> None:
     """
-    Adds a column to a table if it does not already exist.
+    Drops a database table with the specified name.
 
-    :param table_name: Name of the table.
-    :param column: SQLAlchemy Column object.
+    This function checks if a table with the given name exists in the database.
+    If the table does not exist, it logs an informational message and skips the dropping process.
+    If the table exists, it first attempts to drop all foreign key constraints associated with the table
+    (handled by `drop_fks_for_table`) and then proceeds to drop the table.
+
+    :param table_name: The name of the table to be dropped.
     """
-    if not table_has_column(table_name, column.name):
-        print(f"Adding column '{column.name}' to table '{table_name}'.\n")
-        op.add_column(table_name, column)
-    else:
-        print(f"Column '{column.name}' already exists in table '{table_name}'.\n")
+
+    if not has_table(table_name=table_name):
+        logger.info(f"Table {GREEN}{table_name}{RESET} doesn't exist. Skipping...")
+        return
+
+    logger.info(f"Dropping table {GREEN}{table_name}{RESET}...")
+    drop_fks_for_table(table_name)
+    op.drop_table(table_name=table_name)
+    logger.info(f"Table {GREEN}{table_name}{RESET} dropped.")
+
+
+def batch_operation(
+    callable: Callable[[int, int], None], count: int, batch_size: int
+) -> None:
+    """
+    Executes an operation by dividing a task into smaller batches and tracking progress.
+
+    This function is designed to process a large number of items in smaller batches. It takes a callable
+    that performs the operation on each batch. The function logs the progress of the operation as it processes
+    through the batches.
+
+    If count is set to 0 or lower, it logs an informational message and skips the batch process.
+
+    :param callable: A callable function that takes two integer arguments:
+    the start index and the end index of the current batch.
+    :param count: The total number of items to process.
+    :param batch_size: The number of items to process in each batch.
+    """
+    if count <= 0:
+        logger.info(
+            f"No records to process in batch {LRED}(count <= 0){RESET} for callable {LRED}other_callable_example{RESET}. Skipping..."
+        )
+        return
+    for offset in range(0, count, batch_size):
+        percentage = (offset / count) * 100 if count else 0
+        logger.info(f"Progress: {offset:,}/{count:,} ({percentage:.2f}%)")
+        callable(offset, min(offset + batch_size, count))
+
+    logger.info(f"Progress: {count:,}/{count:,} (100%)")
+    logger.info(
+        f"End: {GREEN}{callable.__name__}{RESET} batch operation {GREEN}succesfully{RESET} executed."
+    )
+
+
+def add_columns(table_name: str, *columns: Column) -> None:
+    """
+    Adds new columns to an existing database table.
+
+    If a column already exists, it logs an informational message and skips the adding process.
+    Otherwise, it proceeds to add the new column to the table.
+
+    The operation is performed using Alembic's batch_alter_table.
+
+    :param table_name: The name of the table to which the columns will be added.
+    :param columns: A list of SQLAlchemy Column objects that define the name, type, and other attributes of the columns to be added.
+    """
+
+    cols_to_add = []
+    for col in columns:
+        if table_has_column(table_name=table_name, column_name=col.name):
+            logger.info(
+                f"Column {LRED}{col.name}{RESET} already present on table {LRED}{table_name}{RESET}. Skipping..."
+            )
+        else:
+            cols_to_add.append(col)
+
+    with op.batch_alter_table(table_name) as batch_op:
+        for col in cols_to_add:
+            logger.info(
+                f"Adding column {GREEN}{col.name}{RESET} to table {GREEN}{table_name}{RESET}..."
+            )
+            batch_op.add_column(col)
+
+
+def drop_columns(table_name: str, *columns: str) -> None:
+    """
+    Drops specified columns from an existing database table.
+
+    If a column does not exist, it logs an informational message and skips the dropping process.
+    Otherwise, it proceeds to remove the column from the table.
+
+    The operation is performed using Alembic's batch_alter_table.
+
+    :param table_name: The name of the table from which the columns will be removed.
+    :param columns: A list of column names to be dropped.
+    """
+
+    cols_to_drop = []
+    for col in columns:
+        if not table_has_column(table_name=table_name, column_name=col):
+            logger.info(
+                f"Column {LRED}{col}{RESET} is not present on table {LRED}{table_name}{RESET}. Skipping..."
+            )
+        else:
+            cols_to_drop.append(col)
+
+    with op.batch_alter_table(table_name) as batch_op:
+        for col in cols_to_drop:
+            logger.info(
+                f"Dropping column {GREEN}{col}{RESET} from table {GREEN}{table_name}{RESET}..."
+            )
+            batch_op.drop_column(col)
+
+
+def create_index(table_name: str, index_name: str, *columns: str) -> None:
+    """
+    Creates an index on specified columns of an existing database table.
+
+    If the index already exists, it logs an informational message and skips the creation process.
+    Otherwise, it proceeds to create a new index with the specified name on the given columns of the table.
+
+    :param table_name: The name of the table on which the index will be created.
+    :param index_name: The name of the index to be created.
+    :param columns: A list column names where the index will be created
+    """
+
+    if table_has_index(table=table_name, index=index_name):
+        logger.info(
+            f"Table {LRED}{table_name}{RESET} already has index {LRED}{index_name}{RESET}. Skipping..."
+        )
+        return
+
+    logger.info(
+        f"Creating index {GREEN}{index_name}{RESET} on table {GREEN}{table_name}{RESET}"
+    )
+
+    op.create_index(table_name=table_name, index_name=index_name, columns=columns)
+
+
+def drop_index(table_name: str, index_name: str) -> None:
+    """
+    Drops an index from an existing database table.
+
+    If the index does not exists, it logs an informational message and skips the dropping process.
+    Otherwise, it proceeds with the removal operation.
+
+    :param table_name: The name of the table from which the index will be dropped.
+    :param index_name: The name of the index to be dropped.
+    """
+
+    if not table_has_index(table=table_name, index=index_name):
+        logger.info(
+            f"Table {LRED}{table_name}{RESET} doesn't have index {LRED}{index_name}{RESET}. Skipping..."
+        )
+        return
+
+    logger.info(
+        f"Dropping index {GREEN}{index_name}{RESET} from table {GREEN}{table_name}{RESET}..."
+    )
+
+    op.drop_index(table_name=table_name, index_name=index_name)
diff --git a/superset/migrations/versions/2024-03-20_16-02_678eefb4ab44_add_access_token_table.py b/superset/migrations/versions/2024-03-20_16-02_678eefb4ab44_add_access_token_table.py
index 0e92884e58c99..59ccd7a0852db 100644
--- a/superset/migrations/versions/2024-03-20_16-02_678eefb4ab44_add_access_token_table.py
+++ b/superset/migrations/versions/2024-03-20_16-02_678eefb4ab44_add_access_token_table.py
@@ -30,7 +30,7 @@
 from alembic import op  # noqa: E402
 from sqlalchemy_utils import EncryptedType  # noqa: E402
 
-from superset.migrations.shared.constraints import drop_fks_for_table  # noqa: E402
+from superset.migrations.shared.utils import drop_fks_for_table  # noqa: E402
 
 
 def upgrade():
diff --git a/superset/migrations/versions/2024-04-01_22-44_c22cb5c2e546_user_attr_avatar_url.py b/superset/migrations/versions/2024-04-01_22-44_c22cb5c2e546_user_attr_avatar_url.py
index 126280f338227..c3022b3d5ab72 100644
--- a/superset/migrations/versions/2024-04-01_22-44_c22cb5c2e546_user_attr_avatar_url.py
+++ b/superset/migrations/versions/2024-04-01_22-44_c22cb5c2e546_user_attr_avatar_url.py
@@ -22,9 +22,8 @@
 """
 
 import sqlalchemy as sa
-from alembic import op
 
-from superset.migrations.shared.utils import add_column_if_not_exists
+from superset.migrations.shared.utils import add_columns, drop_columns
 
 # revision identifiers, used by Alembic.
 revision = "c22cb5c2e546"
@@ -32,11 +31,11 @@
 
 
 def upgrade():
-    add_column_if_not_exists(
+    add_columns(
         "user_attribute",
         sa.Column("avatar_url", sa.String(length=100), nullable=True),
     )
 
 
 def downgrade():
-    op.drop_column("user_attribute", "avatar_url")
+    drop_columns("user_attribute", "avatar_url")
diff --git a/superset/migrations/versions/2024-04-11_15-41_5f57af97bc3f_add_catalog_column.py b/superset/migrations/versions/2024-04-11_15-41_5f57af97bc3f_add_catalog_column.py
index b535867d64a4b..f7b35c15afdb1 100644
--- a/superset/migrations/versions/2024-04-11_15-41_5f57af97bc3f_add_catalog_column.py
+++ b/superset/migrations/versions/2024-04-11_15-41_5f57af97bc3f_add_catalog_column.py
@@ -23,9 +23,8 @@
 """
 
 import sqlalchemy as sa
-from alembic import op
 
-from superset.migrations.shared.utils import add_column_if_not_exists
+from superset.migrations.shared.utils import add_columns, drop_columns
 
 # revision identifiers, used by Alembic.
 revision = "5f57af97bc3f"
@@ -36,12 +35,9 @@
 
 def upgrade():
     for table in tables:
-        add_column_if_not_exists(
-            table,
-            sa.Column("catalog", sa.String(length=256), nullable=True),
-        )
+        add_columns(table, sa.Column("catalog", sa.String(length=256), nullable=True))
 
 
 def downgrade():
     for table in reversed(tables):
-        op.drop_column(table, "catalog")
+        drop_columns(table, "catalog")
diff --git a/superset/migrations/versions/2024-05-01_10-52_58d051681a3b_add_catalog_perm_to_tables.py b/superset/migrations/versions/2024-05-01_10-52_58d051681a3b_add_catalog_perm_to_tables.py
index 6dfc2845bcb7d..1d87113d16f95 100644
--- a/superset/migrations/versions/2024-05-01_10-52_58d051681a3b_add_catalog_perm_to_tables.py
+++ b/superset/migrations/versions/2024-05-01_10-52_58d051681a3b_add_catalog_perm_to_tables.py
@@ -23,13 +23,12 @@
 """
 
 import sqlalchemy as sa
-from alembic import op
 
 from superset.migrations.shared.catalogs import (
     downgrade_catalog_perms,
     upgrade_catalog_perms,
 )
-from superset.migrations.shared.utils import add_column_if_not_exists
+from superset.migrations.shared.utils import add_columns, drop_columns
 
 # revision identifiers, used by Alembic.
 revision = "58d051681a3b"
@@ -37,18 +36,16 @@
 
 
 def upgrade():
-    add_column_if_not_exists(
-        "tables",
-        sa.Column("catalog_perm", sa.String(length=1000), nullable=True),
+    add_columns(
+        "tables", sa.Column("catalog_perm", sa.String(length=1000), nullable=True)
     )
-    add_column_if_not_exists(
-        "slices",
-        sa.Column("catalog_perm", sa.String(length=1000), nullable=True),
+    add_columns(
+        "slices", sa.Column("catalog_perm", sa.String(length=1000), nullable=True)
     )
     upgrade_catalog_perms(engines={"postgresql"})
 
 
 def downgrade():
     downgrade_catalog_perms(engines={"postgresql"})
-    op.drop_column("slices", "catalog_perm")
-    op.drop_column("tables", "catalog_perm")
+    drop_columns("slices", "catalog_perm")
+    drop_columns("tables", "catalog_perm")
diff --git a/superset/migrations/versions/2024-05-24_11-31_02f4f7811799_remove_sl_dataset_columns_table.py b/superset/migrations/versions/2024-05-24_11-31_02f4f7811799_remove_sl_dataset_columns_table.py
index 03158fabd97b1..70913d2ecb9de 100644
--- a/superset/migrations/versions/2024-05-24_11-31_02f4f7811799_remove_sl_dataset_columns_table.py
+++ b/superset/migrations/versions/2024-05-24_11-31_02f4f7811799_remove_sl_dataset_columns_table.py
@@ -25,8 +25,7 @@
 import sqlalchemy as sa
 from alembic import op
 
-from superset.migrations.shared.constraints import drop_fks_for_table
-from superset.migrations.shared.utils import has_table
+from superset.migrations.shared.utils import drop_fks_for_table, has_table
 
 # revision identifiers, used by Alembic.
 revision = "02f4f7811799"
diff --git a/superset/migrations/versions/2024-08-13_15-17_39549add7bfc_remove_sl_table_columns_table.py b/superset/migrations/versions/2024-08-13_15-17_39549add7bfc_remove_sl_table_columns_table.py
index 1ec41f5e1ca87..bb7a2d14dbd52 100644
--- a/superset/migrations/versions/2024-08-13_15-17_39549add7bfc_remove_sl_table_columns_table.py
+++ b/superset/migrations/versions/2024-08-13_15-17_39549add7bfc_remove_sl_table_columns_table.py
@@ -25,8 +25,7 @@
 import sqlalchemy as sa
 from alembic import op
 
-from superset.migrations.shared.constraints import drop_fks_for_table
-from superset.migrations.shared.utils import has_table
+from superset.migrations.shared.utils import drop_fks_for_table, has_table
 
 # revision identifiers, used by Alembic.
 revision = "39549add7bfc"
diff --git a/superset/migrations/versions/2024-08-13_15-23_38f4144e8558_remove_sl_dataset_tables.py b/superset/migrations/versions/2024-08-13_15-23_38f4144e8558_remove_sl_dataset_tables.py
index 4931456a33830..d8565f89b6fb7 100644
--- a/superset/migrations/versions/2024-08-13_15-23_38f4144e8558_remove_sl_dataset_tables.py
+++ b/superset/migrations/versions/2024-08-13_15-23_38f4144e8558_remove_sl_dataset_tables.py
@@ -25,8 +25,7 @@
 import sqlalchemy as sa
 from alembic import op
 
-from superset.migrations.shared.constraints import drop_fks_for_table
-from superset.migrations.shared.utils import has_table
+from superset.migrations.shared.utils import drop_fks_for_table, has_table
 
 # revision identifiers, used by Alembic.
 revision = "38f4144e8558"
diff --git a/superset/migrations/versions/2024-08-13_15-27_e53fd48cc078_remove_sl_dataset_users.py b/superset/migrations/versions/2024-08-13_15-27_e53fd48cc078_remove_sl_dataset_users.py
index 359b05dcd4948..e9122dc47afb6 100644
--- a/superset/migrations/versions/2024-08-13_15-27_e53fd48cc078_remove_sl_dataset_users.py
+++ b/superset/migrations/versions/2024-08-13_15-27_e53fd48cc078_remove_sl_dataset_users.py
@@ -25,8 +25,7 @@
 import sqlalchemy as sa
 from alembic import op
 
-from superset.migrations.shared.constraints import drop_fks_for_table
-from superset.migrations.shared.utils import has_table
+from superset.migrations.shared.utils import drop_fks_for_table, has_table
 
 # revision identifiers, used by Alembic.
 revision = "e53fd48cc078"
diff --git a/superset/migrations/versions/2024-08-13_15-29_a6b32d2d07b1_remove_sl_columns.py b/superset/migrations/versions/2024-08-13_15-29_a6b32d2d07b1_remove_sl_columns.py
index 1562ed962a0c4..d10862fb8c76f 100644
--- a/superset/migrations/versions/2024-08-13_15-29_a6b32d2d07b1_remove_sl_columns.py
+++ b/superset/migrations/versions/2024-08-13_15-29_a6b32d2d07b1_remove_sl_columns.py
@@ -25,8 +25,7 @@
 import sqlalchemy as sa
 from alembic import op
 
-from superset.migrations.shared.constraints import drop_fks_for_table
-from superset.migrations.shared.utils import has_table
+from superset.migrations.shared.utils import drop_fks_for_table, has_table
 
 # revision identifiers, used by Alembic.
 revision = "a6b32d2d07b1"
diff --git a/superset/migrations/versions/2024-08-13_15-31_007a1abffe7e_remove_sl_tables.py b/superset/migrations/versions/2024-08-13_15-31_007a1abffe7e_remove_sl_tables.py
index 106cd7a1704a0..8b0f2861018ea 100644
--- a/superset/migrations/versions/2024-08-13_15-31_007a1abffe7e_remove_sl_tables.py
+++ b/superset/migrations/versions/2024-08-13_15-31_007a1abffe7e_remove_sl_tables.py
@@ -25,8 +25,7 @@
 import sqlalchemy as sa
 from alembic import op
 
-from superset.migrations.shared.constraints import drop_fks_for_table
-from superset.migrations.shared.utils import has_table
+from superset.migrations.shared.utils import drop_fks_for_table, has_table
 
 # revision identifiers, used by Alembic.
 revision = "007a1abffe7e"
diff --git a/superset/migrations/versions/2024-08-13_15-33_48cbb571fa3a_remove_sl_datasets.py b/superset/migrations/versions/2024-08-13_15-33_48cbb571fa3a_remove_sl_datasets.py
index c35d3d7572e56..7b35ebec26141 100644
--- a/superset/migrations/versions/2024-08-13_15-33_48cbb571fa3a_remove_sl_datasets.py
+++ b/superset/migrations/versions/2024-08-13_15-33_48cbb571fa3a_remove_sl_datasets.py
@@ -25,8 +25,7 @@
 import sqlalchemy as sa
 from alembic import op
 
-from superset.migrations.shared.constraints import drop_fks_for_table
-from superset.migrations.shared.utils import has_table
+from superset.migrations.shared.utils import drop_fks_for_table, has_table
 
 # revision identifiers, used by Alembic.
 revision = "48cbb571fa3a"